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Pith Number

pith:WQ25YHZO

pith:2018:WQ25YHZOPDERFK2EHIRE54ZHUM
not attested not anchored not stored refs pending

How Many Random Seeds? Statistical Power Analysis in Deep Reinforcement Learning Experiments

C\'edric Colas, Olivier Sigaud, Pierre-Yves Oudeyer

arxiv:1806.08295 v2 · 2018-06-21 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{WQ25YHZOPDERFK2EHIRE54ZHUM}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

Receipt and verification
First computed 2026-05-18T00:11:28.812492Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b435dc1f2e78c912ab443a224ef327a33d3999d70097c1502e608c2acdd5fe0d

Aliases

arxiv: 1806.08295 · arxiv_version: 1806.08295v2 · doi: 10.48550/arxiv.1806.08295 · pith_short_12: WQ25YHZOPDER · pith_short_16: WQ25YHZOPDERFK2E · pith_short_8: WQ25YHZO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WQ25YHZOPDERFK2EHIRE54ZHUM \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: b435dc1f2e78c912ab443a224ef327a33d3999d70097c1502e608c2acdd5fe0d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "612718bd5ad41a3ffadd2949bd425f9ac3ebd5c65a4fd95b313225e5a687ded1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-21T15:39:19Z",
    "title_canon_sha256": "bbf2f0927b71340a073cfdd89afd5891568afa6a90f1f88e31197ed36f78858f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.08295",
    "kind": "arxiv",
    "version": 2
  }
}